clean_PopulationEstimates.csv

Dataset statistics

Number of variables	13
Number of observations	3142
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	319.2 KiB
Average record size in memory	104.0 B

Variable types

Numeric	13

Alerts

`rural_urban_continuum_code_2003` is highly overall correlated with `census_2010_pop`	High correlation
`census_2010_pop` is highly overall correlated with `rural_urban_continuum_code_2003`	High correlation
`fips` has unique values	Unique
`economic_typology_2015` has 1236 (39.3%) zeros	Zeros
`residual_2010` has 504 (16.0%) zeros	Zeros
`r_international_mig_2011` has 310 (9.9%) zeros	Zeros

Reproduction

Analysis started	2023-01-16 23:46:26.084748
Analysis finished	2023-01-16 23:46:39.678050
Duration	13.59 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

fips
Real number (ℝ)

Distinct	3142
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30383.649

Minimum	1001
Maximum	56045
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.7 KiB

Quantile statistics

Minimum	1001
5-th percentile	5093.1
Q1	18177.5
median	29176
Q3	45080.5
95-th percentile	53062.9
Maximum	56045
Range	55044
Interquartile range (IQR)	26903

Descriptive statistics

Standard deviation	15162.508
Coefficient of variation (CV)	0.49903513
Kurtosis	-1.0980535
Mean	30383.649
Median Absolute Deviation (MAD)	12020
Skewness	-0.079661813
Sum	95465426
Variance	2.2990166 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1001	1	< 0.1%
39089	1	< 0.1%
39093	1	< 0.1%
39095	1	< 0.1%
39097	1	< 0.1%
39099	1	< 0.1%
39101	1	< 0.1%
39103	1	< 0.1%
39105	1	< 0.1%
39107	1	< 0.1%
Other values (3132)	3132	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1001	1	< 0.1%
1003	1	< 0.1%
1005	1	< 0.1%
1007	1	< 0.1%
1009	1	< 0.1%
1011	1	< 0.1%
1013	1	< 0.1%
1015	1	< 0.1%
1017	1	< 0.1%
1019	1	< 0.1%

Value	Count	Frequency (%)
56045	1	< 0.1%
56043	1	< 0.1%
56041	1	< 0.1%
56039	1	< 0.1%
56037	1	< 0.1%
56035	1	< 0.1%
56033	1	< 0.1%
56031	1	< 0.1%
56029	1	< 0.1%
56027	1	< 0.1%

rural_urban_continuum_code_2003
Real number (ℝ)

Distinct	9
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1317632

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	7
95-th percentile	9
Maximum	9
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.6847198
Coefficient of variation (CV)	0.52315738
Kurtosis	-1.2880286
Mean	5.1317632
Median Absolute Deviation (MAD)	2
Skewness	-0.14270757
Sum	16124
Variance	7.2077205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
6	608	19.4%
7	449	14.3%
9	438	13.9%
1	414	13.2%
3	350	11.1%
2	325	10.3%
8	235	7.5%
4	218	6.9%
5	105	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	414	13.2%
2	325	10.3%
3	350	11.1%
4	218	6.9%
5	105	3.3%
6	608	19.4%
7	449	14.3%
8	235	7.5%
9	438	13.9%

Value	Count	Frequency (%)
9	438	13.9%
8	235	7.5%
7	449	14.3%
6	608	19.4%
5	105	3.3%
4	218	6.9%
3	350	11.1%
2	325	10.3%
1	414	13.2%

economic_typology_2015
Real number (ℝ)

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8084023

Minimum	0
Maximum	5
Zeros	1236
Zeros (%)	39.3%
Negative	0
Negative (%)	0.0%
Memory size	24.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.819511
Coefficient of variation (CV)	1.0061428
Kurtosis	-1.304376
Mean	1.8084023
Median Absolute Deviation (MAD)	1
Skewness	0.44504894
Sum	5682
Variance	3.3106202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	1236	39.3%
3	501	15.9%
1	444	14.1%
4	407	13.0%
5	333	10.6%
2	221	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1236	39.3%
1	444	14.1%
2	221	7.0%
3	501	15.9%
4	407	13.0%
5	333	10.6%

Value	Count	Frequency (%)
5	333	10.6%
4	407	13.0%
3	501	15.9%
2	221	7.0%
1	444	14.1%
0	1236	39.3%

census_2010_pop
Real number (ℝ)

Distinct	3090
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98262.036

Minimum	82
Maximum	9818605
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.7 KiB

Quantile statistics

Minimum	82
5-th percentile	2908.7
Q1	11114.5
median	25872
Q3	66780
95-th percentile	422716.05
Maximum	9818605
Range	9818523
Interquartile range (IQR)	55665.5

Descriptive statistics

Standard deviation	312946.7
Coefficient of variation (CV)	3.184818
Kurtosis	345.31339
Mean	98262.036
Median Absolute Deviation (MAD)	18494
Skewness	14.355061
Sum	3.0873932 × 10⁸
Variance	9.7935637 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21720	3	0.1%
8729	2	0.1%
8457	2	0.1%
17392	2	0.1%
12161	2	0.1%
4139	2	0.1%
2756	2	0.1%
4936	2	0.1%
6970	2	0.1%
17866	2	0.1%
Other values (3080)	3121	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
82	1	< 0.1%
90	1	< 0.1%
286	1	< 0.1%
416	1	< 0.1%
460	1	< 0.1%
478	1	< 0.1%
494	1	< 0.1%
539	1	< 0.1%
614	1	< 0.1%
632	1	< 0.1%

Value	Count	Frequency (%)
9818605	1	< 0.1%
5194675	1	< 0.1%
4092459	1	< 0.1%
3817117	1	< 0.1%
3095313	1	< 0.1%
3010232	1	< 0.1%
2504700	1	< 0.1%
2496435	1	< 0.1%
2368139	1	< 0.1%
2230722	1	< 0.1%

residual_2010
Real number (ℝ)

Distinct	186
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	-394
Maximum	996
Zeros	504
Zeros (%)	16.0%
Negative	1634
Negative (%)	52.0%
Memory size	24.7 KiB

Quantile statistics

Minimum	-394
5-th percentile	-20
Q1	-3
median	-1
Q3	1
95-th percentile	18
Maximum	996
Range	1390
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	38.294665
Coefficient of variation (CV)	nan
Kurtosis	255.25466
Mean	0
Median Absolute Deviation (MAD)	2
Skewness	10.241716
Sum	0
Variance	1466.4814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	504	16.0%
-1	452	14.4%
1	314	10.0%
-2	297	9.5%
-3	181	5.8%
2	156	5.0%
-4	127	4.0%
-5	94	3.0%
3	94	3.0%
-6	77	2.5%
Other values (176)	846	26.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-394	1	< 0.1%
-381	1	< 0.1%
-340	1	< 0.1%
-304	1	< 0.1%
-197	1	< 0.1%
-195	1	< 0.1%
-187	2	0.1%
-185	1	< 0.1%
-175	1	< 0.1%
-167	1	< 0.1%

Value	Count	Frequency (%)
996	1	< 0.1%
840	1	< 0.1%
493	1	< 0.1%
462	1	< 0.1%
434	1	< 0.1%
300	1	< 0.1%
267	1	< 0.1%
249	1	< 0.1%
239	1	< 0.1%
236	1	< 0.1%

r_birth_2011
Real number (ℝ)

Distinct	3131
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.743215

Minimum	0
Maximum	32.279402
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	24.7 KiB

Quantile statistics

Minimum	0
5-th percentile	7.8406551
Q1	10.05583
median	11.52512
Q3	13.043651
95-th percentile	16.333918
Maximum	32.279402
Range	32.279402
Interquartile range (IQR)	2.9878207

Descriptive statistics

Standard deviation	2.7452699
Coefficient of variation (CV)	0.23377499
Kurtosis	4.6882934
Mean	11.743215
Median Absolute Deviation (MAD)	1.4918324
Skewness	1.1364235
Sum	36897.181
Variance	7.536507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.389671361	3	0.1%
9.216589862	3	0.1%
11.33263379	2	0.1%
10.19757807	2	0.1%
11.9760479	2	0.1%
13.08803556	2	0.1%
11.69590643	2	0.1%
10.75268817	2	0.1%
11.65135559	2	0.1%
11.6	1	< 0.1%
Other values (3121)	3121	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
2.574002574	1	< 0.1%
3.450258769	1	< 0.1%
3.669724771	1	< 0.1%
4.287245445	1	< 0.1%
4.436557232	1	< 0.1%
4.532292585	1	< 0.1%
4.587704743	1	< 0.1%
4.878048781	1	< 0.1%
4.938852305	1	< 0.1%

Value	Count	Frequency (%)
32.27940204	1	< 0.1%
29.65819357	1	< 0.1%
28.33093821	1	< 0.1%
27.90697674	1	< 0.1%
27.33060717	1	< 0.1%
26.9541779	1	< 0.1%
26.91390729	1	< 0.1%
26.07361963	1	< 0.1%
25.64288828	1	< 0.1%
23.83532544	1	< 0.1%

r_death_2011
Real number (ℝ)

Distinct	3136
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.189561

Minimum	0
Maximum	24.941873
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	24.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5.7507123
Q1	8.4033068
median	10.18449
Q3	11.905845
95-th percentile	14.653768
Maximum	24.941873
Range	24.941873
Interquartile range (IQR)	3.5025377

Descriptive statistics

Standard deviation	2.7405084
Coefficient of variation (CV)	0.26895254
Kurtosis	0.79734996
Mean	10.189561
Median Absolute Deviation (MAD)	1.7507629
Skewness	0.17450652
Sum	32015.602
Variance	7.5103864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.1%
12.7388535	2	0.1%
8.385744235	2	0.1%
8.89920681	2	0.1%
10.6856634	2	0.1%
9.345454546	1	< 0.1%
10.62462914	1	< 0.1%
8.688820077	1	< 0.1%
12.64545638	1	< 0.1%
9.364407735	1	< 0.1%
Other values (3126)	3126	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
0.897585495	1	< 0.1%
1.03626943	1	< 0.1%
1.593855017	1	< 0.1%
1.86770428	1	< 0.1%
1.924619086	1	< 0.1%
2.042900919	1	< 0.1%
2.425222312	1	< 0.1%
2.650022665	1	< 0.1%
2.697599137	1	< 0.1%

Value	Count	Frequency (%)
24.94187275	1	< 0.1%
22.33009709	1	< 0.1%
22.09381373	1	< 0.1%
20.97735399	1	< 0.1%
20.73301988	1	< 0.1%
19.9572345	1	< 0.1%
19.67213115	1	< 0.1%
19.51219512	1	< 0.1%
19.45181256	1	< 0.1%
19.43145016	1	< 0.1%

r_international_mig_2011
Real number (ℝ)

Distinct	2829
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.85911785

Minimum	-2.0429009
Maximum	25.836576
Zeros	310
Zeros (%)	9.9%
Negative	590
Negative (%)	18.8%
Memory size	24.7 KiB

Quantile statistics

Minimum	-2.0429009
5-th percentile	-0.32727691
Q1	0
median	0.33048308
Q3	1.0743624
95-th percentile	3.9662681
Maximum	25.836576
Range	27.879477
Interquartile range (IQR)	1.0743624

Descriptive statistics

Standard deviation	1.6501638
Coefficient of variation (CV)	1.9207653
Kurtosis	31.127767
Mean	0.85911785
Median Absolute Deviation (MAD)	0.39120179
Skewness	4.16735
Sum	2699.3483
Variance	2.7230405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	310	9.9%
0.1241156758	2	0.1%
-0.149097957	2	0.1%
-0.133040644	2	0.1%
0.1077237962	2	0.1%
0.0727272727	1	< 0.1%
0.3083267493	1	< 0.1%
0.2469257741	1	< 0.1%
0.276604305	1	< 0.1%
0.6894113488	1	< 0.1%
Other values (2819)	2819	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.042900919	1	< 0.1%
-1.520450053	1	< 0.1%
-1.345593182	1	< 0.1%
-1.200819383	1	< 0.1%
-1.169317119	1	< 0.1%
-1.095629391	1	< 0.1%
-1.084468008	1	< 0.1%
-0.982183646	1	< 0.1%
-0.972940103	1	< 0.1%
-0.946521533	1	< 0.1%

Value	Count	Frequency (%)
25.83657588	1	< 0.1%
16.37426901	1	< 0.1%
15.23394995	1	< 0.1%
14.40244616	1	< 0.1%
13.61506498	1	< 0.1%
12.68248391	1	< 0.1%
12.292563	1	< 0.1%
12.02764563	1	< 0.1%
11.00270488	1	< 0.1%
10.95461903	1	< 0.1%

r_domestic_mig_2011
Real number (ℝ)

Distinct	3129
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.7251387

Minimum	-124.54212
Maximum	122.90503
Zeros	13
Zeros (%)	0.4%
Negative	1899
Negative (%)	60.4%
Memory size	24.7 KiB

Quantile statistics

Minimum	-124.54212
5-th percentile	-16.027846
Q1	-6.2393706
median	-1.8355965
Q3	2.6504986
95-th percentile	12.46373
Maximum	122.90503
Range	247.44715
Interquartile range (IQR)	8.8898692

Descriptive statistics

Standard deviation	10.250563
Coefficient of variation (CV)	-5.9418775
Kurtosis	20.766262
Mean	-1.7251387
Median Absolute Deviation (MAD)	4.4550004
Skewness	0.6187114
Sum	-5420.3857
Variance	105.07403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	0.4%
-0.468466358	2	0.1%
5.945454545	1	< 0.1%
-5.032915793	1	< 0.1%
-8.619505378	1	< 0.1%
-9.659379766	1	< 0.1%
-2.286944239	1	< 0.1%
-0.706464147	1	< 0.1%
2.271590952	1	< 0.1%
-3.545874755	1	< 0.1%
Other values (3119)	3119	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-124.5421245	1	< 0.1%
-63.11463379	1	< 0.1%
-59.15349312	1	< 0.1%
-57.67524401	1	< 0.1%
-53.83265067	1	< 0.1%
-52.00594354	1	< 0.1%
-47.20482922	1	< 0.1%
-43.96085557	1	< 0.1%
-41.35393672	1	< 0.1%
-41.1227154	1	< 0.1%

Value	Count	Frequency (%)
122.9050279	1	< 0.1%
84.18386352	1	< 0.1%
72.17789126	1	< 0.1%
70.56721751	1	< 0.1%
66.91449814	1	< 0.1%
60.51873199	1	< 0.1%
60.2335587	1	< 0.1%
46.83195592	1	< 0.1%
46.24115098	1	< 0.1%
45.78904334	1	< 0.1%

r_domestic_mig_2012
Real number (ℝ)

Distinct	3129
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.714678

Minimum	-100.71708
Maximum	119.42091
Zeros	13
Zeros (%)	0.4%
Negative	2034
Negative (%)	64.7%
Memory size	24.7 KiB

Quantile statistics

Minimum	-100.71708
5-th percentile	-19.218931
Q1	-7.7527539
median	-2.7595665
Q3	2.3671814
95-th percentile	13.207725
Maximum	119.42091
Range	220.13799
Interquartile range (IQR)	10.119935

Descriptive statistics

Standard deviation	11.646973
Coefficient of variation (CV)	-4.2903699
Kurtosis	16.555485
Mean	-2.714678
Median Absolute Deviation (MAD)	5.0718355
Skewness	0.34558173
Sum	-8529.5182
Variance	135.65197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	0.4%
-2.120890774	2	0.1%
-7.13581841	1	< 0.1%
-5.945392697	1	< 0.1%
-1.682381376	1	< 0.1%
-2.795425667	1	< 0.1%
-2.824858757	1	< 0.1%
-0.068070872	1	< 0.1%
-6.25107333	1	< 0.1%
-4.352170285	1	< 0.1%
Other values (3119)	3119	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100.7170795	1	< 0.1%
-99.44751381	1	< 0.1%
-99.02067465	1	< 0.1%
-83.01886792	1	< 0.1%
-78.24477928	1	< 0.1%
-66.45990253	1	< 0.1%
-60.85706068	1	< 0.1%
-55.11697487	1	< 0.1%
-53.78670788	1	< 0.1%
-51.06986641	1	< 0.1%

Value	Count	Frequency (%)
119.4209087	1	< 0.1%
111.5302037	1	< 0.1%
79.66211064	1	< 0.1%
68.06579694	1	< 0.1%
64.60040375	1	< 0.1%
59.52380952	1	< 0.1%
56.39457083	1	< 0.1%
54.86973717	1	< 0.1%
53.89221557	1	< 0.1%
50.89538171	1	< 0.1%

r_domestic_mig_2013
Real number (ℝ)

Distinct	3133
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6947713

Minimum	-110.7302
Maximum	208.33333
Zeros	10
Zeros (%)	0.3%
Negative	1908
Negative (%)	60.7%
Memory size	24.7 KiB

Quantile statistics

Minimum	-110.7302
5-th percentile	-17.179779
Q1	-6.7467548
median	-1.9898425
Q3	3.1020287
95-th percentile	14.285888
Maximum	208.33333
Range	319.06354
Interquartile range (IQR)	9.8487835

Descriptive statistics

Standard deviation	11.884555
Coefficient of variation (CV)	-7.0124829
Kurtosis	44.548306
Mean	-1.6947713
Median Absolute Deviation (MAD)	4.9258877
Skewness	2.1215664
Sum	-5324.9713
Variance	141.24264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10	0.3%
-4.121041931	1	< 0.1%
1.426166765	1	< 0.1%
-2.819290112	1	< 0.1%
1.468229692	1	< 0.1%
-5.384295499	1	< 0.1%
5.611789396	1	< 0.1%
-3.884321254	1	< 0.1%
-5.943693711	1	< 0.1%
3.979762363	1	< 0.1%
Other values (3123)	3123	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-110.7302023	1	< 0.1%
-99.19070347	1	< 0.1%
-66.86726847	1	< 0.1%
-60.05354752	1	< 0.1%
-57.19785725	1	< 0.1%
-55.78512397	1	< 0.1%
-54.23728814	1	< 0.1%
-49.54530247	1	< 0.1%
-49.30332262	1	< 0.1%
-48.34147596	1	< 0.1%

Value	Count	Frequency (%)
208.3333333	1	< 0.1%
136.3004173	1	< 0.1%
88.37836878	1	< 0.1%
83.02808303	1	< 0.1%
71.69473841	1	< 0.1%
59.01639344	1	< 0.1%
58.15876912	1	< 0.1%
55.31279385	1	< 0.1%
49.66442953	1	< 0.1%
47.24760419	1	< 0.1%

r_domestic_mig_2014
Real number (ℝ)

Distinct	3122
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.9100998

Minimum	-174.35897
Maximum	149.97285
Zeros	20
Zeros (%)	0.6%
Negative	1900
Negative (%)	60.5%
Memory size	24.7 KiB

Quantile statistics

Minimum	-174.35897
5-th percentile	-18.246082
Q1	-7.2175679
median	-2.0866745
Q3	3.2726858
95-th percentile	14.465101
Maximum	149.97285
Range	324.33182
Interquartile range (IQR)	10.490254

Descriptive statistics

Standard deviation	11.170276
Coefficient of variation (CV)	-5.8480066
Kurtosis	32.285646
Mean	-1.9100998
Median Absolute Deviation (MAD)	5.2108929
Skewness	-0.11999588
Sum	-6001.5335
Variance	124.77507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20	0.6%
-5.08864084	2	0.1%
1.842729429	1	< 0.1%
-0.242114762	1	< 0.1%
-7.9954889	1	< 0.1%
14.26016782	1	< 0.1%
-3.099721239	1	< 0.1%
-3.643125498	1	< 0.1%
3.903062535	1	< 0.1%
-6.378424658	1	< 0.1%
Other values (3112)	3112	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-174.3589744	1	< 0.1%
-76.60498726	1	< 0.1%
-50.52493438	1	< 0.1%
-47.5994513	1	< 0.1%
-46.81211065	1	< 0.1%
-46.31125471	1	< 0.1%
-45.65630945	1	< 0.1%
-43.17548747	1	< 0.1%
-43.14329738	1	< 0.1%
-42.49433171	1	< 0.1%

Value	Count	Frequency (%)
149.9728489	1	< 0.1%
77.07279097	1	< 0.1%
67.7180414	1	< 0.1%
56.09353181	1	< 0.1%
55.80570337	1	< 0.1%
52.04508857	1	< 0.1%
48.9274304	1	< 0.1%
47.30617608	1	< 0.1%
42.7480916	1	< 0.1%
41.11083735	1	< 0.1%

r_domestic_mig_2016
Real number (ℝ)

Distinct	3134
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.377192

Minimum	-124.70956
Maximum	208.81928
Zeros	8
Zeros (%)	0.3%
Negative	1822
Negative (%)	58.0%
Memory size	24.7 KiB

Quantile statistics

Minimum	-124.70956
5-th percentile	-19.951277
Q1	-7.4058533
median	-1.7541757
Q3	4.5474314
95-th percentile	18.546319
Maximum	208.81928
Range	333.52885
Interquartile range (IQR)	11.953285

Descriptive statistics

Standard deviation	13.204112
Coefficient of variation (CV)	-9.587706
Kurtosis	31.10016
Mean	-1.377192
Median Absolute Deviation (MAD)	5.9772596
Skewness	1.3220777
Sum	-4327.1374
Variance	174.34858
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	0.3%
-2.610966057	2	0.1%
-3.074478537	1	< 0.1%
1.08819262	1	< 0.1%
-5.659471536	1	< 0.1%
-17.98528269	1	< 0.1%
-5.58302587	1	< 0.1%
-0.443093095	1	< 0.1%
1.920669005	1	< 0.1%
1.682993139	1	< 0.1%
Other values (3124)	3124	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-124.7095642	1	< 0.1%
-78.15163184	1	< 0.1%
-68.647085	1	< 0.1%
-63.04407587	1	< 0.1%
-60.54803439	1	< 0.1%
-60.38066069	1	< 0.1%
-56.08938547	1	< 0.1%
-56.06711684	1	< 0.1%
-55.78635015	1	< 0.1%
-53.89182488	1	< 0.1%

Value	Count	Frequency (%)
208.8192825	1	< 0.1%
157.2803079	1	< 0.1%
51.89786059	1	< 0.1%
46.1626813	1	< 0.1%
41.4507772	1	< 0.1%
40.31632811	1	< 0.1%
40.12414099	1	< 0.1%
40.08135097	1	< 0.1%
40.07820137	1	< 0.1%
39.99919841	1	< 0.1%

Auto

Heatmap
Table

	fips	rural_urban_continuum_code_2003	economic_typology_2015	census_2010_pop	residual_2010	r_birth_2011	r_death_2011	r_international_mig_2011	r_domestic_mig_2011	r_domestic_mig_2012	r_domestic_mig_2013	r_domestic_mig_2014	r_domestic_mig_2016
fips	1.000	0.001	0.017	-0.015	-0.071	-0.059	0.015	-0.020	0.135	0.127	0.115	0.074	0.033
rural_urban_continuum_code_2003	0.001	1.000	0.172	-0.765	0.189	-0.182	0.436	-0.296	-0.154	-0.173	-0.156	-0.197	-0.208
economic_typology_2015	0.017	0.172	1.000	-0.117	0.042	-0.187	-0.022	-0.017	0.010	-0.011	0.024	0.018	0.034
census_2010_pop	-0.015	-0.765	-0.117	1.000	-0.300	0.226	-0.416	0.359	0.203	0.218	0.160	0.199	0.188
residual_2010	-0.071	0.189	0.042	-0.300	1.000	0.093	-0.075	-0.064	-0.013	-0.014	-0.004	-0.013	-0.006
r_birth_2011	-0.059	-0.182	-0.187	0.226	0.093	1.000	-0.290	0.190	-0.021	-0.015	-0.081	-0.119	-0.168
r_death_2011	0.015	0.436	-0.022	-0.416	-0.075	-0.290	1.000	-0.335	-0.111	-0.155	-0.122	-0.120	-0.127
r_international_mig_2011	-0.020	-0.296	-0.017	0.359	-0.064	0.190	-0.335	1.000	0.096	0.137	0.035	0.021	-0.011
r_domestic_mig_2011	0.135	-0.154	0.010	0.203	-0.013	-0.021	-0.111	0.096	1.000	0.371	0.362	0.337	0.276
r_domestic_mig_2012	0.127	-0.173	-0.011	0.218	-0.014	-0.015	-0.155	0.137	0.371	1.000	0.401	0.377	0.256
r_domestic_mig_2013	0.115	-0.156	0.024	0.160	-0.004	-0.081	-0.122	0.035	0.362	0.401	1.000	0.429	0.338
r_domestic_mig_2014	0.074	-0.197	0.018	0.199	-0.013	-0.119	-0.120	0.021	0.337	0.377	0.429	1.000	0.471
r_domestic_mig_2016	0.033	-0.208	0.034	0.188	-0.006	-0.168	-0.127	-0.011	0.276	0.256	0.338	0.471	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	fips	rural_urban_continuum_code_2003	economic_typology_2015	census_2010_pop	residual_2010	r_birth_2011	r_death_2011	r_international_mig_2011	r_domestic_mig_2011	r_domestic_mig_2012	r_domestic_mig_2013	r_domestic_mig_2014	r_domestic_mig_2016
0	1001	2.0	0.0	54571	11.0	11.600000	9.345455	0.072727	5.945455	-5.971992	-4.121042	1.842729	4.831664
1	1003	4.0	5.0	182265	46.0	11.842995	9.895312	0.957611	15.684259	16.219674	21.691816	19.610829	20.402397
2	1005	6.0	3.0	27457	2.0	12.109461	11.816785	-0.182922	0.475598	-6.457531	-7.762540	-5.289429	-18.890745
3	1007	1.0	0.0	22915	2.0	11.575140	12.101282	0.438452	-5.436808	-4.624328	-6.683190	0.709944	-1.328845
4	1009	1.0	0.0	57322	-6.0	12.946335	9.901162	-0.278416	0.487228	-1.737016	-1.128482	-2.744366	-1.773605
5	1011	6.0	3.0	10914	2.0	15.683727	12.342815	1.577653	-23.571992	-7.612424	-8.035925	9.051480	-2.982346
6	1013	6.0	0.0	20947	-3.0	13.110675	12.632183	0.047849	-3.684387	-8.185670	-14.819870	-0.540766	-7.666650
7	1015	3.0	4.0	118572	-8.0	11.729733	11.221586	0.220197	-6.368779	-5.158896	-5.640650	-4.595762	-4.356845
8	1017	6.0	0.0	34215	-2.0	11.767295	12.970435	0.792312	-2.171521	3.581021	1.670501	-4.639145	-6.170561
9	1019	8.0	0.0	25989	-2.0	8.546350	11.857099	-0.076994	4.465661	2.040541	6.195286	-0.770535	5.475728

	fips	rural_urban_continuum_code_2003	economic_typology_2015	census_2010_pop	residual_2010	r_birth_2011	r_death_2011	r_international_mig_2011	r_domestic_mig_2011	r_domestic_mig_2012	r_domestic_mig_2013	r_domestic_mig_2014	r_domestic_mig_2016
3132	56027	9.0	0.0	2484	0.0	7.237636	8.443908	-0.804182	-1.608363	2.015723	25.886101	-22.257552	-12.892828
3133	56029	7.0	5.0	28205	0.0	10.513318	9.207973	0.000000	6.068090	8.313394	5.427080	-4.515996	8.565384
3134	56031	7.0	0.0	8667	1.0	9.445916	11.864993	-0.345582	6.566064	5.509010	-1.834968	9.493852	-13.058419
3135	56033	7.0	0.0	29116	-5.0	11.712529	10.205654	0.205483	1.780852	6.635474	5.332703	2.181757	2.272461
3136	56035	9.0	2.0	10247	2.0	13.107057	5.184135	-0.293442	-15.063334	17.810473	-39.126435	-8.166880	-11.285329
3137	56037	5.0	2.0	43806	23.0	14.618547	5.710370	-0.982184	1.484696	15.777408	-6.189066	-12.141391	-18.664058
3138	56039	7.0	5.0	21294	4.0	12.175135	4.073987	-0.749239	-1.826270	1.301176	18.207060	13.795245	-1.426071
3139	56041	7.0	2.0	21118	3.0	15.481720	6.621412	-1.095629	-17.101346	-3.723861	-10.107993	-14.363345	-11.340331
3140	56043	7.0	0.0	8533	0.0	12.721597	9.305613	-0.235585	-12.603805	-2.965951	-1.188919	-18.698310	-14.595877
3141	56045	7.0	2.0	7208	3.0	11.297071	9.902371	-0.418410	-8.647141	-11.111893	4.925069	0.000000	-1.247574

Overview

Variables

Interactions

Correlations

Missing values

Sample